{
 "cells": [
  {
   "attachments": {
    "26772163-df74-4fa8-96f8-f1753f369114.png": {
     "image/png": "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"
    },
    "3587c695-4c00-4efd-9935-cde73c94ef21.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 人脸识别\n",
    "## 一般流程\n",
    "- 广义的人脸识别实际包括构建人脸识别系统的一系列相关技术，包括人脸图像采集、人脸检测、人脸识别预处理、特征提取、人脸识别等；\n",
    "- 狭义的人脸识别特指通过人脸进行身份确认或者身份查找的技术或系统。\n",
    "\n",
    "![image.png](attachment:3587c695-4c00-4efd-9935-cde73c94ef21.png)\n",
    "\n",
    "## 人脸检测\n",
    "### 目标检测\n",
    "目标检测（Object Detection）是找出图像中所有感兴趣的目标（物体），确定它们的类别和位置，是计算机视觉领域的核心问题之一。由于各类物体有不同的外观、形状、姿态，加上成像时光照，遮挡等因素的干扰，使目标检测是计算机视觉领域最具有挑战性的问题之一。\n",
    "\n",
    "目标检测要解决的主要问题包括：\n",
    "1. 确定目标的位置、形状和范围。\n",
    "2. 区分各种目标。\n",
    "\n",
    "DL framework\n",
    "- OverFeat\n",
    "- R-CNN\n",
    "- Fast  R-CNN\n",
    "- Faster R-CNN\n",
    "\n",
    "### 人脸定位\n",
    "### 人脸对齐\n",
    "同一个人在不同的图像序列中可能呈现出不同的姿态和表情，这种情况是不利于人脸识别的。所以有必要将人脸图像都变换到一个统一的角度和姿态，这就是人脸对齐。它的原理是找到人脸的若干个关键点（基准点、如眼角、鼻尖、嘴角等），然后利用这些对应的关键点通过相似变换（Similarity Transform，旋转、缩放和平移）将人脸尽可能变换到标准人脸。\n",
    "\n",
    "人脸定位和人脸对齐等任务，可以使用MTCCN算法完成。MTCNN（Multi-task Cascaded Convolutional Networks）算法是用来同时实现Face Detection和Alignment，也就是人脸检测和对齐。\n",
    "\n",
    "MTCNN的基本流程：\n",
    "1. 对给定的一张图像，进行放缩生成不同大小的图像，构建图像金字塔，以便适应不同尺寸的头像。\n",
    "2. 利用P-Net网络生成候选窗口和边框回归向量，通过利用边框回归（Bounding Box Regression）的方法来校正这些候选窗口，同时使用非极大值抑制（NMS，主要功能就是抑制这些分类概率不是局部极大的候选窗口）合并重叠的窗口。\n",
    "3. 使用R-Net网络改善候选窗口。将通过P-Net的候选窗口输入到R-Net中，拒绝掉大部分假窗口，继续使用边框回归校正窗口和非极大值抑制合并窗口。\n",
    "4. 使用O-Net网络输出最终的人脸框和5个特征点的位置。\n",
    "\n",
    "## 特征提取\n",
    "![image.png](attachment:26772163-df74-4fa8-96f8-f1753f369114.png)\n",
    "\n",
    "人脸识别的一个关键问题就是如何衡量人脸的相似或不同。对分类问题，我们通过在最后一层添加softmax函数，把输出转换为一个概率分布，然后使用信息熵进行类别的区分。\n",
    "\n",
    "### 人脸分类的损失函数\n",
    "1. softmax损失函数是最初的人脸识别函数，其原理是去掉最后的分类层，作为解特征网络导出特征向量用于人脸识别。softmax训练的时候收敛地很快，但是精确度一般达到0.9左右就不会再上升了。一方面是作为分类网络，softmax不能像度量学习（Metric Learning）一样显式的优化类间和类内距离，所以性能不会特别好。\n",
    "\n",
    "2. Triplet loss属于度量学习（Metric Learning），通过计算两张图像之间的相似度，使得输入图像被归入到相似度大的图像类别中去，使同类样本之间的距离尽可能缩小，不同类样本之间的距离尽可能放大。在训练过程中，元组的选择要求的技巧比较高，而且要求数据集比较大。\n",
    "\n",
    "3. 中心损失（Center Loss）为每一个类别提供一个类别中心，最小化每个样本与该中心的距离。但Center Loss为每个类别需要保留一个类别中心，当类别数量很多（>10000）时，这个内存消耗非常可观，对GPU的内存要求较高。\n",
    "\n",
    "4. ArcFace"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
